{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第八章 图像处理"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# 8.1 加载图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "image = cv2.imread(\"images/plane.jpg\", cv2.IMREAD_GRAYSCALE)\n",
    "plt.imshow(image, cmap=\"gray\"), plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[140, 136, 146, ..., 132, 139, 134],\n",
       "       [144, 136, 149, ..., 142, 124, 126],\n",
       "       [152, 139, 144, ..., 121, 127, 134],\n",
       "       ...,\n",
       "       [156, 146, 144, ..., 157, 154, 151],\n",
       "       [146, 150, 147, ..., 156, 158, 157],\n",
       "       [143, 138, 147, ..., 156, 157, 157]], dtype=uint8)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2270, 3600)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "140"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image[0,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([195, 144, 111], dtype=uint8)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_bgr = cv2.imread(\"images/plane.jpg\",cv2.IMREAD_COLOR)\n",
    "\n",
    "image_bgr[0,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_rgb = cv2.cvtColor(image_bgr, cv2.COLOR_BGR2RGB)\n",
    "\n",
    "plt.imshow(image_rgb), plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# 8.2 保存图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "image = cv2.imread(\"images/plane.jpg\", cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "cv2.imwrite(\"images/plane_new.jpg\",image)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# 8.3 调整图像大小"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "image = cv2.imread(\"images/plane.jpg\", cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "image_50x50 = cv2.resize(image,(50,50))\n",
    "\n",
    "plt.imshow(image_50x50,cmap=\"gray\"),plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# 8.4 裁剪图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "image = cv2.imread(\"images/plane_256x256.jpg\",cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "image.shape\n",
    "\n",
    "image_cropped = image[:,:128]\n",
    "\n",
    "plt.imshow(image_cropped,cmap=\"gray\"),plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# 8.5 平滑处理图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "image = cv2.imread(\"images/plane_256x256.jpg\",cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "image_blurry = cv2.blur(image,(5,5))\n",
    "\n",
    "plt.imshow(image_blurry,cmap=\"gray\"), plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_very_blurry = cv2.blur(image,(100,100))\n",
    "\n",
    "plt.imshow(image_very_blurry,cmap=\"gray\"), plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.04, 0.04, 0.04, 0.04, 0.04],\n",
       "       [0.04, 0.04, 0.04, 0.04, 0.04],\n",
       "       [0.04, 0.04, 0.04, 0.04, 0.04],\n",
       "       [0.04, 0.04, 0.04, 0.04, 0.04],\n",
       "       [0.04, 0.04, 0.04, 0.04, 0.04]])"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kernel = np.ones((5,5)) /25.0\n",
    "\n",
    "kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_kernel = cv2.filter2D(image,-1,kernel)\n",
    "\n",
    "plt.imshow(image_kernel, cmap=\"gray\"),plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# 8.6 图像蜕化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "image = cv2.imread(\"images/plane_256x256.jpg\",cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "kernel = np.array([[0, -2, 0],\n",
    "                  [-1, 5, -1],\n",
    "                  [0, -1, 0]])\n",
    "\n",
    "image_sharp = cv2.filter2D(image, -1, kernel)\n",
    "\n",
    "plt.imshow(image_sharp, cmap=\"gray\"), plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# 8.7 提升对比度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "image = cv2.imread(\"images/plane_256x256.jpg\",cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "image_enhanced = cv2.equalizeHist(image)\n",
    "\n",
    "plt.imshow(image_enhanced, cmap=\"gray\"), plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_bgr = cv2.imread(\"images/plane.jpg\")\n",
    "\n",
    "image_yuv = cv2.cvtColor(image_bgr, cv2.COLOR_BGR2YUV)\n",
    "\n",
    "image_yuv[:,:,0] = cv2.equalizeHist(image_yuv[:,:,0])\n",
    "\n",
    "image_rgb = cv2.cvtColor(image_yuv, cv2.COLOR_YUV2RGB)\n",
    "\n",
    "plt.imshow(image_rgb), plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# 8.8 颜色分离"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "image_bgr = cv2.imread(\"images/plane_256x256.jpg\")\n",
    "\n",
    "image_hsv = cv2.cvtColor(image_bgr, cv2.COLOR_BGR2HSV)\n",
    "\n",
    "# 定义HSV格式中蓝色分量的区间\n",
    "lower_blue = np.array([50,100,50])\n",
    "upper_blue = np.array([130,255,255])\n",
    "\n",
    "mask = cv2.inRange(image_hsv, lower_blue, upper_blue)\n",
    "\n",
    "image_bgr_masked = cv2.bitwise_and(image_bgr, image_bgr, mask=mask)\n",
    "\n",
    "image_rgb = cv2.cvtColor(image_bgr_masked,cv2.COLOR_BGR2RGB)\n",
    "\n",
    "plt.imshow(image_rgb), plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# 8.9 图像二值化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "image_grey = cv2.imread(\"images/plane_256x256.jpg\",cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "max_output_value = 255\n",
    "neighborhood_size = 99\n",
    "substract_from_mean = 10\n",
    "image_binarized = cv2.adaptiveThreshold(image_grey,\n",
    "                                        max_output_value,\n",
    "                                        cv2.ADAPTIVE_THRESH_GAUSSIAN_C,\n",
    "                                        cv2.THRESH_BINARY,\n",
    "                                        neighborhood_size,\n",
    "                                        substract_from_mean)\n",
    "\n",
    "plt.imshow(image_binarized,cmap=\"gray\"), plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "max_output_value = 255\n",
    "neighborhood_size = 99\n",
    "substract_from_mean = 10\n",
    "image_binarized = cv2.adaptiveThreshold(image_grey,\n",
    "                                        max_output_value,\n",
    "                                        cv2.ADAPTIVE_THRESH_MEAN_C,\n",
    "                                        cv2.THRESH_BINARY,\n",
    "                                        neighborhood_size,\n",
    "                                        substract_from_mean)\n",
    "\n",
    "plt.imshow(image_binarized,cmap=\"gray\"), plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# 8.10 移除背景"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 加载库\n",
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "# 加载图像，并将其转换为RGB格式\n",
    "image_bgr = cv2.imread(\"images/plane_256x256.jpg\")\n",
    "image_rgb = cv2.cvtColor(image_bgr, cv2.COLOR_BGR2RGB)\n",
    "\n",
    "# 矩形的值，左上角的x坐标，左上角的y坐标，宽，高\n",
    "rectangle = (0,56,256,150)\n",
    "\n",
    "# 创建初始掩模\n",
    "mask = np.zeros(image_rgb.shape[:2], np.uint8)\n",
    "\n",
    "# 创建grabCut函数需要的临时数组\n",
    "bgdModel = np.zeros((1,65), np.float64)\n",
    "fgdModel = np.zeros((1,65), np.float64)\n",
    "\n",
    "# 执行grabCut函数\n",
    "cv2.grabCut(image_rgb,#图像\n",
    "           mask,#掩模\n",
    "           rectangle,#矩形\n",
    "           bgdModel,#背景的临时数组\n",
    "           fgdModel,#前景的临时数组\n",
    "           5,#迭代次数\n",
    "           cv2.GC_INIT_WITH_RECT)#使用定义的矩形初始化\n",
    "\n",
    "# 创建一个掩模，将确定或很可能是背景的部分是指为0，其余部分设置为1\n",
    "mask_2 = np.where((mask==2) | (mask==0), 0, 1).astype(\"uint8\")\n",
    "\n",
    "# 将图像与掩模相乘以除去背景\n",
    "image_rgb_nobg = image_rgb * mask_2[:,:,np.newaxis]\n",
    "\n",
    "# 显示图像\n",
    "plt.imshow(image_rgb_nobg),plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# 8.11 边缘检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 加载库\n",
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "# 以灰度图格式加载图像\n",
    "image_gray = cv2.imread(\"images/plane_256x256.jpg\",cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "# 计算像素中的中位数\n",
    "median_intensity = np.median(image_gray)\n",
    "\n",
    "# 设置阈值\n",
    "lower_threshold = int(max(0, (1.0 - 0.33) * median_intensity))\n",
    "upper_threshold = int(min(255, (1.0 + 0.33) * median_intensity))\n",
    "\n",
    "# 应用Canny边缘检测器\n",
    "image_canny = cv2.Canny(image_gray, lower_threshold, upper_threshold)\n",
    "\n",
    "# 显示图像\n",
    "plt.imshow(image_canny, cmap=\"gray\"), plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# 8.12 角点检测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 加载库\n",
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "# 以灰度图模式加载图像\n",
    "image_bgr = cv2.imread(\"images/plane_256x256.jpg\")\n",
    "image_gray = cv2.cvtColor(image_bgr,cv2.COLOR_BGR2GRAY)\n",
    "image_gray = np.float32(image_gray)\n",
    "\n",
    "# 设置角点检测器的参数\n",
    "block_size = 2\n",
    "aperture = 29\n",
    "free_parameter = 0.04\n",
    "\n",
    "# 检测角点\n",
    "detector_responses = cv2.cornerHarris(image_gray,\n",
    "                                      block_size,\n",
    "                                      aperture,\n",
    "                                      free_parameter)\n",
    "\n",
    "# 放大角点标志\n",
    "detector_responses = cv2.dilate(detector_responses, None)\n",
    "\n",
    "# 只保留大于阈值的检测结果，并把他们标记成白色\n",
    "threshold = 0.02\n",
    "image_bgr[detector_responses > threshold * detector_responses.max()] = [255, 255, 255]\n",
    "\n",
    "# 转换成灰度图\n",
    "image_gray = cv2.cvtColor(image_bgr, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "# 显示图像\n",
    "plt.imshow(image_gray, cmap=\"gray\"), plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示可能的角点\n",
    "plt.imshow(detector_responses, cmap=\"gray\"), plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 以灰度图模式加载图像\n",
    "image_bgr = cv2.imread(\"images/plane_256x256.jpg\")\n",
    "image_gray = cv2.cvtColor(image_bgr,cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "# 设置角点检测器的参数\n",
    "corners_to_detect = 10\n",
    "minimum_quality_score = 0.05\n",
    "minimum_distance = 25\n",
    "\n",
    "# 检测角点\n",
    "corners = cv2.goodFeaturesToTrack(image_gray,\n",
    "                                 corners_to_detect,\n",
    "                                 minimum_quality_score,\n",
    "                                 minimum_distance)\n",
    "\n",
    "corners= np.float32(corners)\n",
    "\n",
    "# 在每个角点上画白圈\n",
    "for corner in corners:\n",
    "    x, y = corner[0]\n",
    "    cv2.circle(image_bgr, (x,y), 10, (255,255,255), -1)\n",
    "\n",
    "\n",
    "# 转换成灰度图\n",
    "image_rgb = cv2.cvtColor(image_bgr, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "# 显示图像\n",
    "plt.imshow(image_rgb, cmap=\"gray\"), plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# 8.13 为机器学习创建特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([133, 130, 130, 129, 130, 129, 129, 128, 128, 127, 135, 131, 131,\n",
       "       131, 130, 130, 129, 128, 128, 128, 134, 132, 131, 131, 130, 129,\n",
       "       129, 128, 130, 133, 132, 158, 130, 133, 130,  46,  97,  26, 132,\n",
       "       143, 141,  36,  54,  91,   9,   9,  49, 144, 179,  41, 142,  95,\n",
       "        32,  36,  29,  43, 113, 141, 179, 187, 141, 124,  26,  25, 132,\n",
       "       135, 151, 175, 174, 184, 143, 151,  38, 133, 134, 139, 174, 177,\n",
       "       169, 174, 155, 141, 135, 137, 137, 152, 169, 168, 168, 179, 152,\n",
       "       139, 136, 135, 137, 143, 159, 166, 171, 175], dtype=uint8)"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 加载库\n",
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "image = cv2.imread(\"images/plane_256x256.jpg\",cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "image_10x10 = cv2.resize(image, (10,10))\n",
    "\n",
    "image_10x10.flatten()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(image_10x10, cmap=\"gray\"), plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10, 10)"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_10x10.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100,)"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_10x10.flatten().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(300,)"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_color = cv2.imread(\"images/plane_256x256.jpg\",cv2.IMREAD_COLOR)\n",
    "image_color_10x10 = cv2.resize(image_color,(10,10))\n",
    "image_color_10x10.flatten().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(196608,)"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_256x256_gray = cv2.imread(\"images/plane_256x256.jpg\", cv2.IMREAD_GRAYSCALE)\n",
    "image_256x256_gray.flatten().shape\n",
    "image_256x256_color = cv2.imread(\"images/plane_256x256.jpg\",cv2.IMREAD_COLOR)\n",
    "image_256x256_color.flatten().shape"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# 8.14 将颜色平均值编码成特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 90.52377319, 133.11940002, 169.02355957]])"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 加载库\n",
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "image_bgr = cv2.imread(\"images/plane_256x256.jpg\",cv2.IMREAD_COLOR)\n",
    "\n",
    "channels = cv2.mean(image_bgr)\n",
    "\n",
    "observation = np.array([(channels[2],channels[1],channels[0])])\n",
    "\n",
    "observation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAAB+CAYAAACHx8KbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAB+ElEQVR4nO3asQ0CMRQFQe5EEVRCB6Rk9IYoDQJKMRVAANJa6GbSn7xo5cDLGGMHQGOdPQBgS0QXICS6ACHRBQiJLkBIdAFC+0/H03rxn+yP3a/H2RP40vN8mz2BH6yHx/L2Vg4B2DrRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChEQXICS6ACHRBQiJLkBIdAFCogsQEl2AkOgChJYxxuwNAJvhpQsQEl2AkOgChEQXICS6ACHRBQi9AMl1DPfmAcA/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(observation), plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "# 8.15 将彩色直方图编码成特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1027.,  217.,  182.,  146.,  146.], dtype=float32)"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 加载库\n",
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "# 加载图像\n",
    "image_bgr = cv2.imread(\"images/plane_256x256.jpg\",cv2.IMREAD_COLOR)\n",
    "\n",
    "# 将图像转换成RGB格式\n",
    "image_rgb = cv2.cvtColor(image_bgr,cv2.COLOR_BGR2RGB)\n",
    "\n",
    "# 创建一个特征列表\n",
    "features = []\n",
    "\n",
    "# 为每一个颜色通道计算直方图\n",
    "colors = (\"r\",\"g\",\"b\")\n",
    "\n",
    "# 为每一个通道计算直方图并把它加入特征列表中\n",
    "for i, channel in enumerate(colors):\n",
    "    histogram = cv2.calcHist([image_rgb], #图像\n",
    "                            [i], #颜色通道的序号\n",
    "                            None, #不使用掩模\n",
    "                            [256], #直方图尺寸\n",
    "                            [0,256]) #范围\n",
    "    features.extend(histogram)\n",
    "\n",
    "# 将样本的特征值展开成一维数组\n",
    "observation = np.array(features).flatten()\n",
    "\n",
    "# 显示样本的前5个特征值\n",
    "observation[0:5]    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YZBeDeX5ijfcZBt/YPVZVn1imbN3nq09fM5qvuSQXdsvPA94A/HykbN1vadGnr5FzrFcx+FxiTVXVB6tqe1XNM/jA896q+ruRsnWfrz59zWK+uv3+RZILnlkG/gYYvTJuqu/JPndbnJkkX2ZwBcSWJEvAhxl8SERV3QQcZPAp8XHgt8A7NkhfVwPvTnIa+B2wd63/x2ZwpHIN8EB3/hXgQ8DOob5mMV99+prFfG0Fbs3gF7g8C/hqVd2Z2d7Som9f701yFXC66+vadehrrA0wX336mtV8/SXwje5YZRPwpar6dpK/h7V5T/rVf0lqxLl+ykWS1DHQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiP+F8Q2cY7J206LAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示RGB通道的值\n",
    "image_rgb[0,0]\n",
    "\n",
    "# 导入pandas\n",
    "import pandas as pd\n",
    "\n",
    "data = pd.Series([1,1,2,2,3,3,3,4,5])\n",
    "\n",
    "data.hist(grid=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 计算每个颜色通道的直方图\n",
    "colors = (\"r\",\"g\",\"b\")\n",
    "\n",
    "# 对每个通道绘制直方图\n",
    "for i, channel in enumerate(colors):\n",
    "    histogram = cv2.calcHist([image_rgb],\n",
    "                            [i],\n",
    "                            None,\n",
    "                            [256],\n",
    "                            [0,256])\n",
    "    plt.plot(histogram,color=channel)\n",
    "    plt.xlim([0,256])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
